Author

Minmin Zeng

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Preprint Aug 2026

Self-Normalized Inference for Constant-Stepsize Temporal-Difference Learning under Markovian Sampling

A Brownian-bridge self-normalizer yields asymptotically pivotal confidence regions for prespecified state-value contrasts for prespecified state-value contrasts without estimating the long-run covariance or selecting a bandwidth or batch length.

Minmin Zeng, Yichen Zhang, Xiao-Feng Shao · 0 citations